Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 5500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 288.0 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 20 |
device_fraud_count has constant value "0" | Constant |
foreign_request is highly imbalanced (76.8%) | Imbalance |
source is highly imbalanced (92.8%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (80.3%) | Imbalance |
name_email_similarity has unique values | Unique |
velocity_6h has unique values | Unique |
velocity_24h has unique values | Unique |
velocity_4w has unique values | Unique |
bank_branch_count_8w has 1018 (18.5%) zeros | Zeros |
employment_status has 4203 (76.4%) zeros | Zeros |
housing_status has 2093 (38.1%) zeros | Zeros |
month has 734 (13.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-17 08:04:24.475252 |
|---|---|
| Analysis finished | 2023-07-17 08:05:13.569157 |
| Duration | 49.09 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2786 | |
| 1 | 2714 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2786 | |
| 1 | 2714 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2786 | |
| 1 | 2714 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2786 | |
| 1 | 2714 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2786 | |
| 1 | 2714 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2786 | |
| 1 | 2714 |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61836364 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.4 |
| median | 0.7 |
| Q3 | 0.9 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28821972 |
|---|---|
| Coefficient of variation (CV) | 0.4661007 |
| Kurtosis | -1.0046293 |
| Mean | 0.61836364 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.66584812 |
| Sum | 3401 |
| Variance | 0.083070608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 1778 | |
| 0.8 | 769 | |
| 0.1 | 710 | 12.9% |
| 0.6 | 547 | 9.9% |
| 0.7 | 540 | 9.8% |
| 0.4 | 357 | 6.5% |
| 0.2 | 305 | 5.5% |
| 0.5 | 282 | 5.1% |
| 0.3 | 212 | 3.9% |
| Value | Count | Frequency (%) |
| 0.1 | 710 | 12.9% |
| 0.2 | 305 | 5.5% |
| 0.3 | 212 | 3.9% |
| 0.4 | 357 | 6.5% |
| 0.5 | 282 | 5.1% |
| 0.6 | 547 | 9.9% |
| 0.7 | 540 | 9.8% |
| 0.8 | 769 | |
| 0.9 | 1778 |
| Value | Count | Frequency (%) |
| 0.9 | 1778 | |
| 0.8 | 769 | |
| 0.7 | 540 | 9.8% |
| 0.6 | 547 | 9.9% |
| 0.5 | 282 | 5.1% |
| 0.4 | 357 | 6.5% |
| 0.3 | 212 | 3.9% |
| 0.2 | 305 | 5.5% |
| 0.1 | 710 | 12.9% |
name_email_similarity
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44950882 |
| Minimum | 0.00033963888 |
|---|---|
| Maximum | 0.99995321 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0.00033963888 |
|---|---|
| 5-th percentile | 0.056198743 |
| Q1 | 0.16953128 |
| median | 0.41734135 |
| Q3 | 0.72415984 |
| 95-th percentile | 0.90509819 |
| Maximum | 0.99995321 |
| Range | 0.99961357 |
| Interquartile range (IQR) | 0.55462856 |
Descriptive statistics
| Standard deviation | 0.29549148 |
|---|---|
| Coefficient of variation (CV) | 0.65736526 |
| Kurtosis | -1.3286916 |
| Mean | 0.44950882 |
| Median Absolute Deviation (MAD) | 0.2706613 |
| Skewness | 0.21908755 |
| Sum | 2472.2985 |
| Variance | 0.087315218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1135986114 | 1 | < 0.1% |
| 0.8473376745 | 1 | < 0.1% |
| 0.1703692725 | 1 | < 0.1% |
| 0.7496820908 | 1 | < 0.1% |
| 0.4120443429 | 1 | < 0.1% |
| 0.3590355492 | 1 | < 0.1% |
| 0.4213629425 | 1 | < 0.1% |
| 0.607641557 | 1 | < 0.1% |
| 0.7466242621 | 1 | < 0.1% |
| 0.535549258 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 0.0003396388756 | 1 | |
| 0.0004115615811 | 1 | |
| 0.001378701092 | 1 | |
| 0.00161019191 | 1 | |
| 0.002719439667 | 1 | |
| 0.002736811317 | 1 | |
| 0.003126485944 | 1 | |
| 0.003246608194 | 1 | |
| 0.003498198554 | 1 | |
| 0.003624020878 | 1 |
| Value | Count | Frequency (%) |
| 0.9999532132 | 1 | |
| 0.9999132357 | 1 | |
| 0.9999059217 | 1 | |
| 0.9998552165 | 1 | |
| 0.9997802 | 1 | |
| 0.9997214691 | 1 | |
| 0.9996965367 | 1 | |
| 0.9995439576 | 1 | |
| 0.999534157 | 1 | |
| 0.9995267597 | 1 |
prev_address_months_count
Real number (ℝ)
| Distinct | 204 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.924545 |
| Minimum | -1 |
|---|---|
| Maximum | 350 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4504 |
| Negative (%) | 81.9% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 89.05 |
| Maximum | 350 |
| Range | 351 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 41.017855 |
|---|---|
| Coefficient of variation (CV) | 3.4397835 |
| Kurtosis | 26.43965 |
| Mean | 11.924545 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7522581 |
| Sum | 65585 |
| Variance | 1682.4644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 4504 | |
| 11 | 41 | 0.7% |
| 29 | 33 | 0.6% |
| 10 | 32 | 0.6% |
| 32 | 29 | 0.5% |
| 28 | 28 | 0.5% |
| 31 | 28 | 0.5% |
| 12 | 27 | 0.5% |
| 30 | 26 | 0.5% |
| 27 | 25 | 0.5% |
| Other values (194) | 727 | 13.2% |
| Value | Count | Frequency (%) |
| -1 | 4504 | |
| 7 | 1 | < 0.1% |
| 8 | 6 | 0.1% |
| 9 | 18 | 0.3% |
| 10 | 32 | 0.6% |
| 11 | 41 | 0.7% |
| 12 | 27 | 0.5% |
| 13 | 20 | 0.4% |
| 14 | 3 | 0.1% |
| 15 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 350 | 1 | |
| 337 | 2 | |
| 336 | 1 | |
| 334 | 1 | |
| 333 | 1 | |
| 332 | 2 | |
| 330 | 1 | |
| 326 | 2 | |
| 324 | 1 | |
| 323 | 2 |
current_address_months_count
Real number (ℝ)
| Distinct | 373 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.36891 |
| Minimum | -1 |
|---|---|
| Maximum | 387 |
| Zeros | 40 |
| Zeros (%) | 0.7% |
| Negative | 12 |
| Negative (%) | 0.2% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 36 |
| median | 75 |
| Q3 | 146 |
| 95-th percentile | 287.05 |
| Maximum | 387 |
| Range | 388 |
| Interquartile range (IQR) | 110 |
Descriptive statistics
| Standard deviation | 88.418081 |
|---|---|
| Coefficient of variation (CV) | 0.87224063 |
| Kurtosis | 1.0653166 |
| Mean | 101.36891 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 1.2186786 |
| Sum | 557529 |
| Variance | 7817.7571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 72 | 1.3% |
| 6 | 72 | 1.3% |
| 4 | 58 | 1.1% |
| 8 | 54 | 1.0% |
| 10 | 52 | 0.9% |
| 39 | 50 | 0.9% |
| 52 | 50 | 0.9% |
| 9 | 50 | 0.9% |
| 1 | 50 | 0.9% |
| 3 | 49 | 0.9% |
| Other values (363) | 4943 |
| Value | Count | Frequency (%) |
| -1 | 12 | 0.2% |
| 0 | 40 | |
| 1 | 50 | |
| 2 | 46 | |
| 3 | 49 | |
| 4 | 58 | |
| 5 | 72 | |
| 6 | 72 | |
| 7 | 48 | |
| 8 | 54 |
| Value | Count | Frequency (%) |
| 387 | 2 | < 0.1% |
| 386 | 2 | < 0.1% |
| 385 | 2 | < 0.1% |
| 383 | 3 | |
| 382 | 2 | < 0.1% |
| 381 | 2 | < 0.1% |
| 380 | 5 | |
| 379 | 3 | |
| 378 | 2 | < 0.1% |
| 377 | 5 |
customer_age
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.483636 |
| Minimum | 10 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 40 |
| Q3 | 50 |
| 95-th percentile | 60 |
| Maximum | 90 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.106177 |
|---|---|
| Coefficient of variation (CV) | 0.34965063 |
| Kurtosis | -0.28766018 |
| Mean | 37.483636 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.30854397 |
| Sum | 206160 |
| Variance | 171.77187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 1447 | |
| 40 | 1390 | |
| 50 | 1131 | |
| 20 | 963 | |
| 60 | 391 | 7.1% |
| 10 | 81 | 1.5% |
| 70 | 70 | 1.3% |
| 80 | 26 | 0.5% |
| 90 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 81 | 1.5% |
| 20 | 963 | |
| 30 | 1447 | |
| 40 | 1390 | |
| 50 | 1131 | |
| 60 | 391 | 7.1% |
| 70 | 70 | 1.3% |
| 80 | 26 | 0.5% |
| 90 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 80 | 26 | 0.5% |
| 70 | 70 | 1.3% |
| 60 | 391 | 7.1% |
| 50 | 1131 | |
| 40 | 1390 | |
| 30 | 1447 | |
| 20 | 963 | |
| 10 | 81 | 1.5% |
days_since_request
Real number (ℝ)
| Distinct | 5499 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.94593694 |
| Minimum | 2.697941 × 10-6 |
|---|---|
| Maximum | 75.829756 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 2.697941 × 10-6 |
|---|---|
| 5-th percentile | 0.0012692287 |
| Q1 | 0.0063032418 |
| median | 0.013979299 |
| Q3 | 0.024789744 |
| 95-th percentile | 3.4570179 |
| Maximum | 75.829756 |
| Range | 75.829754 |
| Interquartile range (IQR) | 0.018486503 |
Descriptive statistics
| Standard deviation | 5.3517391 |
|---|---|
| Coefficient of variation (CV) | 5.6576067 |
| Kurtosis | 121.96545 |
| Mean | 0.94593694 |
| Median Absolute Deviation (MAD) | 0.0086620483 |
| Skewness | 10.12379 |
| Sum | 5202.6532 |
| Variance | 28.641112 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01470116746 | 2 | < 0.1% |
| 0.01740596538 | 1 | < 0.1% |
| 0.01004920826 | 1 | < 0.1% |
| 0.01177630498 | 1 | < 0.1% |
| 0.01854820594 | 1 | < 0.1% |
| 0.01167674908 | 1 | < 0.1% |
| 0.008625558209 | 1 | < 0.1% |
| 0.004703332796 | 1 | < 0.1% |
| 0.01612254574 | 1 | < 0.1% |
| 0.03701241689 | 1 | < 0.1% |
| Other values (5489) | 5489 |
| Value | Count | Frequency (%) |
| 2.697941004 × 10-6 | 1 | |
| 8.394471607 × 10-6 | 1 | |
| 8.999457208 × 10-6 | 1 | |
| 9.11273222 × 10-6 | 1 | |
| 1.259373091 × 10-5 | 1 | |
| 1.569768857 × 10-5 | 1 | |
| 2.032235059 × 10-5 | 1 | |
| 2.349440459 × 10-5 | 1 | |
| 2.513921638 × 10-5 | 1 | |
| 2.530129766 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 75.82975624 | 1 | |
| 75.49592131 | 1 | |
| 73.92562466 | 1 | |
| 72.92373743 | 1 | |
| 72.60659273 | 1 | |
| 71.98312145 | 1 | |
| 71.85110989 | 1 | |
| 71.84278559 | 1 | |
| 71.74582649 | 1 | |
| 71.55532456 | 1 |
intended_balcon_amount
Real number (ℝ)
| Distinct | 5499 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1568069 |
| Minimum | -11.740377 |
|---|---|
| Maximum | 109.86996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4486 |
| Negative (%) | 81.6% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -11.740377 |
|---|---|
| 5-th percentile | -1.5822908 |
| Q1 | -1.1807301 |
| median | -0.86538374 |
| Q3 | -0.45194807 |
| 95-th percentile | 49.62118 |
| Maximum | 109.86996 |
| Range | 121.61033 |
| Interquartile range (IQR) | 0.72878201 |
Descriptive statistics
| Standard deviation | 18.106884 |
|---|---|
| Coefficient of variation (CV) | 2.9409537 |
| Kurtosis | 10.426904 |
| Mean | 6.1568069 |
| Median Absolute Deviation (MAD) | 0.35326368 |
| Skewness | 3.0649575 |
| Sum | 33862.438 |
| Variance | 327.85925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.480971648 | 2 | < 0.1% |
| -1.546016419 | 1 | < 0.1% |
| 32.01209322 | 1 | < 0.1% |
| -0.631390477 | 1 | < 0.1% |
| -0.7185656382 | 1 | < 0.1% |
| -1.771774697 | 1 | < 0.1% |
| -0.2243696952 | 1 | < 0.1% |
| -0.9623697907 | 1 | < 0.1% |
| -0.9067047202 | 1 | < 0.1% |
| -0.9935020381 | 1 | < 0.1% |
| Other values (5489) | 5489 |
| Value | Count | Frequency (%) |
| -11.74037717 | 1 | |
| -9.143508412 | 1 | |
| -8.289799918 | 1 | |
| -6.264140809 | 1 | |
| -5.707535278 | 1 | |
| -5.27927063 | 1 | |
| -3.966403523 | 1 | |
| -3.757374772 | 1 | |
| -2.147438874 | 1 | |
| -2.107363829 | 1 |
| Value | Count | Frequency (%) |
| 109.8699573 | 1 | |
| 108.7857489 | 1 | |
| 108.5765987 | 1 | |
| 108.5554612 | 1 | |
| 108.4014015 | 1 | |
| 108.1021321 | 1 | |
| 107.4991144 | 1 | |
| 107.4714841 | 1 | |
| 107.3930297 | 1 | |
| 106.7108388 | 1 |
payment_type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2056 | |
| 2 | 1745 | |
| 0 | 1048 | |
| 3 | 651 | 11.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2056 | |
| 2 | 1745 | |
| 0 | 1048 | |
| 3 | 651 | 11.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2056 | |
| 2 | 1745 | |
| 0 | 1048 | |
| 3 | 651 | 11.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2056 | |
| 2 | 1745 | |
| 0 | 1048 | |
| 3 | 651 | 11.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2056 | |
| 2 | 1745 | |
| 0 | 1048 | |
| 3 | 651 | 11.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2056 | |
| 2 | 1745 | |
| 0 | 1048 | |
| 3 | 651 | 11.8% |
zip_count_4w
Real number (ℝ)
| Distinct | 2569 |
|---|---|
| Distinct (%) | 46.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1603.7898 |
| Minimum | 18 |
|---|---|
| Maximum | 6027 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 508.95 |
| Q1 | 909 |
| median | 1297 |
| Q3 | 2010 |
| 95-th percentile | 3636 |
| Maximum | 6027 |
| Range | 6009 |
| Interquartile range (IQR) | 1101 |
Descriptive statistics
| Standard deviation | 1009.1014 |
|---|---|
| Coefficient of variation (CV) | 0.62919803 |
| Kurtosis | 1.9585907 |
| Mean | 1603.7898 |
| Median Absolute Deviation (MAD) | 475 |
| Skewness | 1.4004074 |
| Sum | 8820844 |
| Variance | 1018285.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 994 | 12 | 0.2% |
| 1227 | 11 | 0.2% |
| 1007 | 10 | 0.2% |
| 822 | 10 | 0.2% |
| 1159 | 9 | 0.2% |
| 728 | 9 | 0.2% |
| 885 | 9 | 0.2% |
| 971 | 9 | 0.2% |
| 1466 | 9 | 0.2% |
| 1065 | 9 | 0.2% |
| Other values (2559) | 5403 |
| Value | Count | Frequency (%) |
| 18 | 1 | |
| 29 | 1 | |
| 67 | 1 | |
| 75 | 1 | |
| 90 | 1 | |
| 92 | 1 | |
| 94 | 1 | |
| 99 | 1 | |
| 103 | 1 | |
| 105 | 1 |
| Value | Count | Frequency (%) |
| 6027 | 1 | |
| 6013 | 1 | |
| 6007 | 1 | |
| 5982 | 1 | |
| 5921 | 1 | |
| 5905 | 1 | |
| 5894 | 1 | |
| 5836 | 1 | |
| 5812 | 2 | |
| 5785 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5413.6388 |
| Minimum | 68.669243 |
|---|---|
| Maximum | 16200.292 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 68.669243 |
|---|---|
| 5-th percentile | 1169.0714 |
| Q1 | 3117.4214 |
| median | 5075.3105 |
| Q3 | 7457.5817 |
| 95-th percentile | 10707.053 |
| Maximum | 16200.292 |
| Range | 16131.623 |
| Interquartile range (IQR) | 4340.1603 |
Descriptive statistics
| Standard deviation | 2994.3219 |
|---|---|
| Coefficient of variation (CV) | 0.55310707 |
| Kurtosis | 0.087750437 |
| Mean | 5413.6388 |
| Median Absolute Deviation (MAD) | 2171.8366 |
| Skewness | 0.59264513 |
| Sum | 29775013 |
| Variance | 8965963.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12185.50478 | 1 | < 0.1% |
| 8086.837173 | 1 | < 0.1% |
| 318.5248167 | 1 | < 0.1% |
| 3921.554639 | 1 | < 0.1% |
| 7849.431112 | 1 | < 0.1% |
| 4512.733724 | 1 | < 0.1% |
| 4717.713655 | 1 | < 0.1% |
| 1686.345876 | 1 | < 0.1% |
| 1730.932311 | 1 | < 0.1% |
| 5766.983778 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 68.66924336 | 1 | |
| 161.6651232 | 1 | |
| 177.1771203 | 1 | |
| 179.6870234 | 1 | |
| 194.1549504 | 1 | |
| 197.2774141 | 1 | |
| 206.4354988 | 1 | |
| 221.702255 | 1 | |
| 230.8654592 | 1 | |
| 281.8406927 | 1 |
| Value | Count | Frequency (%) |
| 16200.29222 | 1 | |
| 15474.98509 | 1 | |
| 15415.78402 | 1 | |
| 15345.08195 | 1 | |
| 15270.06753 | 1 | |
| 15128.94742 | 1 | |
| 15127.60534 | 1 | |
| 15080.81441 | 1 | |
| 15069.02037 | 1 | |
| 15055.29609 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4694.7363 |
| Minimum | 1440.5683 |
|---|---|
| Maximum | 9307.0121 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 1440.5683 |
|---|---|
| 5-th percentile | 2491.9882 |
| Q1 | 3503.8754 |
| median | 4699.966 |
| Q3 | 5681.7254 |
| 95-th percentile | 7253.0797 |
| Maximum | 9307.0121 |
| Range | 7866.4438 |
| Interquartile range (IQR) | 2177.8501 |
Descriptive statistics
| Standard deviation | 1463.5054 |
|---|---|
| Coefficient of variation (CV) | 0.31173325 |
| Kurtosis | -0.33864234 |
| Mean | 4694.7363 |
| Median Absolute Deviation (MAD) | 1080.023 |
| Skewness | 0.32122 |
| Sum | 25821050 |
| Variance | 2141848.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6087.249578 | 1 | < 0.1% |
| 4908.099607 | 1 | < 0.1% |
| 3058.052477 | 1 | < 0.1% |
| 3250.583422 | 1 | < 0.1% |
| 3602.880047 | 1 | < 0.1% |
| 4849.808632 | 1 | < 0.1% |
| 4596.579274 | 1 | < 0.1% |
| 5735.483006 | 1 | < 0.1% |
| 5557.298205 | 1 | < 0.1% |
| 3646.737932 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 1440.568313 | 1 | |
| 1470.581521 | 1 | |
| 1641.734061 | 1 | |
| 1656.756847 | 1 | |
| 1662.85679 | 1 | |
| 1683.979983 | 1 | |
| 1721.157819 | 1 | |
| 1722.800523 | 1 | |
| 1724.914174 | 1 | |
| 1732.693905 | 1 |
| Value | Count | Frequency (%) |
| 9307.012145 | 1 | |
| 9172.107906 | 1 | |
| 9146.618796 | 1 | |
| 9145.979832 | 1 | |
| 9136.625743 | 1 | |
| 9133.950541 | 1 | |
| 9082.798542 | 1 | |
| 9065.243221 | 1 | |
| 9065.118275 | 1 | |
| 9049.808917 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 5500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4808.57 |
| Minimum | 2967.3765 |
|---|---|
| Maximum | 6919.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 2967.3765 |
|---|---|
| 5-th percentile | 3107.8514 |
| Q1 | 4231.3696 |
| median | 4870.2859 |
| Q3 | 5449.6539 |
| 95-th percentile | 6600.6224 |
| Maximum | 6919.17 |
| Range | 3951.7935 |
| Interquartile range (IQR) | 1218.2842 |
Descriptive statistics
| Standard deviation | 949.37744 |
|---|---|
| Coefficient of variation (CV) | 0.19743446 |
| Kurtosis | -0.44254466 |
| Mean | 4808.57 |
| Median Absolute Deviation (MAD) | 620.92462 |
| Skewness | 0.024825132 |
| Sum | 26447135 |
| Variance | 901317.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5990.732491 | 1 | < 0.1% |
| 5334.987836 | 1 | < 0.1% |
| 3326.265866 | 1 | < 0.1% |
| 3467.2048 | 1 | < 0.1% |
| 6088.534971 | 1 | < 0.1% |
| 6720.204893 | 1 | < 0.1% |
| 4422.437518 | 1 | < 0.1% |
| 3884.803713 | 1 | < 0.1% |
| 4870.057854 | 1 | < 0.1% |
| 3140.502201 | 1 | < 0.1% |
| Other values (5490) | 5490 |
| Value | Count | Frequency (%) |
| 2967.376507 | 1 | |
| 2986.195447 | 1 | |
| 3003.744211 | 1 | |
| 3004.670722 | 1 | |
| 3008.456035 | 1 | |
| 3009.326734 | 1 | |
| 3013.061076 | 1 | |
| 3015.730706 | 1 | |
| 3017.090116 | 1 | |
| 3020.801253 | 1 |
| Value | Count | Frequency (%) |
| 6919.170045 | 1 | |
| 6880.285858 | 1 | |
| 6871.180277 | 1 | |
| 6850.283342 | 1 | |
| 6849.30575 | 1 | |
| 6849.134853 | 1 | |
| 6844.282607 | 1 | |
| 6842.196871 | 1 | |
| 6839.195877 | 1 | |
| 6838.784656 | 1 |
bank_branch_count_8w
Real number (ℝ)
| Distinct | 692 |
|---|---|
| Distinct (%) | 12.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 157.21709 |
| Minimum | 0 |
|---|---|
| Maximum | 2306 |
| Zeros | 1018 |
| Zeros (%) | 18.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 18 |
| 95-th percentile | 1404.1 |
| Maximum | 2306 |
| Range | 2306 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 431.24321 |
|---|---|
| Coefficient of variation (CV) | 2.7429792 |
| Kurtosis | 8.4792649 |
| Mean | 157.21709 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 3.0661601 |
| Sum | 864694 |
| Variance | 185970.71 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1025 | |
| 0 | 1018 | |
| 2 | 352 | 6.4% |
| 11 | 172 | 3.1% |
| 12 | 159 | 2.9% |
| 10 | 149 | 2.7% |
| 13 | 146 | 2.7% |
| 8 | 132 | 2.4% |
| 9 | 125 | 2.3% |
| 7 | 123 | 2.2% |
| Other values (682) | 2099 |
| Value | Count | Frequency (%) |
| 0 | 1018 | |
| 1 | 1025 | |
| 2 | 352 | 6.4% |
| 3 | 72 | 1.3% |
| 4 | 69 | 1.3% |
| 5 | 62 | 1.1% |
| 6 | 89 | 1.6% |
| 7 | 123 | 2.2% |
| 8 | 132 | 2.4% |
| 9 | 125 | 2.3% |
| Value | Count | Frequency (%) |
| 2306 | 1 | |
| 2266 | 1 | |
| 2258 | 1 | |
| 2209 | 1 | |
| 2182 | 1 | |
| 2179 | 1 | |
| 2165 | 1 | |
| 2152 | 1 | |
| 2148 | 1 | |
| 2147 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4185455 |
| Minimum | 0 |
|---|---|
| Maximum | 36 |
| Zeros | 22 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 11 |
| 95-th percentile | 18 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.0553314 |
|---|---|
| Coefficient of variation (CV) | 0.60049939 |
| Kurtosis | 0.69141167 |
| Mean | 8.4185455 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8210484 |
| Sum | 46302 |
| Variance | 25.556375 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 469 | 8.5% |
| 5 | 465 | 8.5% |
| 8 | 460 | 8.4% |
| 6 | 428 | 7.8% |
| 2 | 401 | 7.3% |
| 4 | 375 | 6.8% |
| 9 | 373 | 6.8% |
| 11 | 330 | 6.0% |
| 3 | 329 | 6.0% |
| 10 | 306 | 5.6% |
| Other values (24) | 1564 |
| Value | Count | Frequency (%) |
| 0 | 22 | 0.4% |
| 1 | 191 | |
| 2 | 401 | |
| 3 | 329 | |
| 4 | 375 | |
| 5 | 465 | |
| 6 | 428 | |
| 7 | 469 | |
| 8 | 460 | |
| 9 | 373 |
| Value | Count | Frequency (%) |
| 36 | 1 | < 0.1% |
| 32 | 2 | < 0.1% |
| 31 | 2 | < 0.1% |
| 30 | 2 | < 0.1% |
| 29 | 2 | < 0.1% |
| 28 | 3 | 0.1% |
| 27 | 3 | 0.1% |
| 26 | 4 | 0.1% |
| 25 | 7 | |
| 24 | 11 |
employment_status
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48727273 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4203 |
| Zeros (%) | 76.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.1015132 |
|---|---|
| Coefficient of variation (CV) | 2.2605682 |
| Kurtosis | 7.3788131 |
| Mean | 0.48727273 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7400254 |
| Sum | 2680 |
| Variance | 1.2133313 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4203 | |
| 1 | 625 | 11.4% |
| 2 | 349 | 6.3% |
| 5 | 158 | 2.9% |
| 3 | 99 | 1.8% |
| 4 | 63 | 1.1% |
| 6 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4203 | |
| 1 | 625 | 11.4% |
| 2 | 349 | 6.3% |
| 3 | 99 | 1.8% |
| 4 | 63 | 1.1% |
| 5 | 158 | 2.9% |
| 6 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 3 | 0.1% |
| 5 | 158 | 2.9% |
| 4 | 63 | 1.1% |
| 3 | 99 | 1.8% |
| 2 | 349 | 6.3% |
| 1 | 625 | 11.4% |
| 0 | 4203 |
credit_risk_score
Real number (ℝ)
| Distinct | 400 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 155.19473 |
| Minimum | -122 |
|---|---|
| Maximum | 371 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Negative | 52 |
| Negative (%) | 0.9% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -122 |
|---|---|
| 5-th percentile | 37.95 |
| Q1 | 95 |
| median | 146 |
| Q3 | 214 |
| 95-th percentile | 295 |
| Maximum | 371 |
| Range | 493 |
| Interquartile range (IQR) | 119 |
Descriptive statistics
| Standard deviation | 79.848905 |
|---|---|
| Coefficient of variation (CV) | 0.51450785 |
| Kurtosis | -0.48627814 |
| Mean | 155.19473 |
| Median Absolute Deviation (MAD) | 58 |
| Skewness | 0.19287276 |
| Sum | 853571 |
| Variance | 6375.8477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 109 | 38 | 0.7% |
| 92 | 36 | 0.7% |
| 99 | 35 | 0.6% |
| 128 | 35 | 0.6% |
| 161 | 34 | 0.6% |
| 104 | 33 | 0.6% |
| 119 | 33 | 0.6% |
| 127 | 32 | 0.6% |
| 120 | 32 | 0.6% |
| 108 | 31 | 0.6% |
| Other values (390) | 5161 |
| Value | Count | Frequency (%) |
| -122 | 1 | |
| -119 | 1 | |
| -97 | 1 | |
| -91 | 2 | |
| -87 | 1 | |
| -85 | 1 | |
| -80 | 1 | |
| -79 | 2 | |
| -78 | 1 | |
| -76 | 1 |
| Value | Count | Frequency (%) |
| 371 | 1 | |
| 363 | 1 | |
| 361 | 1 | |
| 357 | 1 | |
| 356 | 1 | |
| 355 | 2 | |
| 354 | 1 | |
| 353 | 2 | |
| 352 | 1 | |
| 351 | 1 |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3281 | |
| 0 | 2219 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3281 | |
| 0 | 2219 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3281 | |
| 0 | 2219 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3281 | |
| 0 | 2219 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3281 | |
| 0 | 2219 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3281 | |
| 0 | 2219 |
housing_status
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2812727 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2093 |
| Zeros (%) | 38.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2916191 |
|---|---|
| Coefficient of variation (CV) | 1.0080751 |
| Kurtosis | -0.33112101 |
| Mean | 1.2812727 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.76248663 |
| Sum | 7047 |
| Variance | 1.6682799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2093 | |
| 2 | 1592 | |
| 1 | 1093 | |
| 4 | 588 | 10.7% |
| 3 | 126 | 2.3% |
| 5 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2093 | |
| 1 | 1093 | |
| 2 | 1592 | |
| 3 | 126 | 2.3% |
| 4 | 588 | 10.7% |
| 5 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 5 | 8 | 0.1% |
| 4 | 588 | 10.7% |
| 3 | 126 | 2.3% |
| 2 | 1592 | |
| 1 | 1093 | |
| 0 | 2093 |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3631 | |
| 1 | 1869 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3631 | |
| 1 | 1869 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3631 | |
| 1 | 1869 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3631 | |
| 1 | 1869 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3631 | |
| 1 | 1869 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3631 | |
| 1 | 1869 |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4774 | |
| 0 | 726 | 13.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4774 | |
| 0 | 726 | 13.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4774 | |
| 0 | 726 | 13.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4774 | |
| 0 | 726 | 13.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4774 | |
| 0 | 726 | 13.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4774 | |
| 0 | 726 | 13.2% |
bank_months_count
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.654545 |
| Minimum | -1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1756 |
| Negative (%) | 31.9% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 2 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 32 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 12.558455 |
|---|---|
| Coefficient of variation (CV) | 1.1786946 |
| Kurtosis | -1.4791053 |
| Mean | 10.654545 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.50735103 |
| Sum | 58600 |
| Variance | 157.71479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 1756 | |
| 1 | 869 | |
| 28 | 428 | 7.8% |
| 30 | 399 | 7.3% |
| 15 | 270 | 4.9% |
| 25 | 264 | 4.8% |
| 31 | 257 | 4.7% |
| 10 | 167 | 3.0% |
| 2 | 163 | 3.0% |
| 20 | 143 | 2.6% |
| Other values (18) | 784 |
| Value | Count | Frequency (%) |
| -1 | 1756 | |
| 1 | 869 | |
| 2 | 163 | 3.0% |
| 3 | 31 | 0.6% |
| 4 | 19 | 0.3% |
| 5 | 125 | 2.3% |
| 6 | 71 | 1.3% |
| 9 | 35 | 0.6% |
| 10 | 167 | 3.0% |
| 11 | 97 | 1.8% |
| Value | Count | Frequency (%) |
| 31 | 257 | |
| 30 | 399 | |
| 29 | 41 | 0.7% |
| 28 | 428 | |
| 27 | 48 | 0.9% |
| 26 | 97 | 1.8% |
| 25 | 264 | |
| 24 | 19 | 0.3% |
| 22 | 18 | 0.3% |
| 21 | 102 | 1.9% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 825 | 15.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 825 | 15.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 825 | 15.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 825 | 15.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 825 | 15.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4675 | |
| 1 | 825 | 15.0% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 675.24545 |
| Minimum | 200 |
|---|---|
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 200 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 1500 |
| 95-th percentile | 1500 |
| Maximum | 2000 |
| Range | 1800 |
| Interquartile range (IQR) | 1300 |
Descriptive statistics
| Standard deviation | 592.83664 |
|---|---|
| Coefficient of variation (CV) | 0.87795724 |
| Kurtosis | -0.90572939 |
| Mean | 675.24545 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.80987137 |
| Sum | 3713850 |
| Variance | 351455.28 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 2798 | |
| 1500 | 1180 | |
| 500 | 722 | 13.1% |
| 1000 | 468 | 8.5% |
| 2000 | 217 | 3.9% |
| 990 | 56 | 1.0% |
| 510 | 26 | 0.5% |
| 1900 | 26 | 0.5% |
| 490 | 6 | 0.1% |
| 210 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 2798 | |
| 210 | 1 | < 0.1% |
| 490 | 6 | 0.1% |
| 500 | 722 | 13.1% |
| 510 | 26 | 0.5% |
| 990 | 56 | 1.0% |
| 1000 | 468 | 8.5% |
| 1500 | 1180 | |
| 1900 | 26 | 0.5% |
| 2000 | 217 | 3.9% |
| Value | Count | Frequency (%) |
| 2000 | 217 | 3.9% |
| 1900 | 26 | 0.5% |
| 1500 | 1180 | |
| 1000 | 468 | 8.5% |
| 990 | 56 | 1.0% |
| 510 | 26 | 0.5% |
| 500 | 722 | 13.1% |
| 490 | 6 | 0.1% |
| 210 | 1 | < 0.1% |
| 200 | 2798 |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 | 208 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5292 | |
| 1 | 208 | 3.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5292 | |
| 1 | 208 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5292 | |
| 1 | 208 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5292 | |
| 1 | 208 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5292 | |
| 1 | 208 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5292 | |
| 1 | 208 | 3.8% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5452 | |
| 1 | 48 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5452 | |
| 1 | 48 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5452 | |
| 1 | 48 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5452 | |
| 1 | 48 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5452 | |
| 1 | 48 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5452 | |
| 1 | 48 | 0.9% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 5489 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9746752 |
| Minimum | -1 |
|---|---|
| Maximum | 76.362406 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 12 |
| Negative (%) | 0.2% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.3324554 |
| Q1 | 3.2253358 |
| median | 5.0765253 |
| Q3 | 8.7958365 |
| 95-th percentile | 25.614058 |
| Maximum | 76.362406 |
| Range | 77.362406 |
| Interquartile range (IQR) | 5.5705007 |
Descriptive statistics
| Standard deviation | 9.0229966 |
|---|---|
| Coefficient of variation (CV) | 1.1314563 |
| Kurtosis | 11.869599 |
| Mean | 7.9746752 |
| Median Absolute Deviation (MAD) | 2.3886105 |
| Skewness | 3.126887 |
| Sum | 43860.713 |
| Variance | 81.414468 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 12 | 0.2% |
| 7.411498314 | 1 | < 0.1% |
| 3.275862427 | 1 | < 0.1% |
| 8.684210979 | 1 | < 0.1% |
| 5.036845712 | 1 | < 0.1% |
| 22.84562709 | 1 | < 0.1% |
| 7.172830282 | 1 | < 0.1% |
| 4.053199687 | 1 | < 0.1% |
| 4.883144216 | 1 | < 0.1% |
| 3.845947956 | 1 | < 0.1% |
| Other values (5479) | 5479 |
| Value | Count | Frequency (%) |
| -1 | 12 | |
| 0.1325048248 | 1 | < 0.1% |
| 0.2202849859 | 1 | < 0.1% |
| 0.2548482044 | 1 | < 0.1% |
| 0.3140666018 | 1 | < 0.1% |
| 0.3457528061 | 1 | < 0.1% |
| 0.3538600906 | 1 | < 0.1% |
| 0.4043373105 | 1 | < 0.1% |
| 0.4088647214 | 1 | < 0.1% |
| 0.4194866812 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 76.36240586 | 1 | |
| 72.72224212 | 1 | |
| 69.40569088 | 1 | |
| 68.09678888 | 1 | |
| 67.37160605 | 1 | |
| 67.03353514 | 1 | |
| 65.77706913 | 1 | |
| 64.96949928 | 1 | |
| 64.60134564 | 1 | |
| 63.62165289 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 3 | |
|---|---|
| 2 | |
| 0 | |
| 1 | |
| 4 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2303 | |
| 2 | 1457 | |
| 0 | 1327 | |
| 1 | 365 | 6.6% |
| 4 | 48 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2303 | |
| 2 | 1457 | |
| 0 | 1327 | |
| 1 | 365 | 6.6% |
| 4 | 48 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2303 | |
| 2 | 1457 | |
| 0 | 1327 | |
| 1 | 365 | 6.6% |
| 4 | 48 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 2303 | |
| 2 | 1457 | |
| 0 | 1327 | |
| 1 | 365 | 6.6% |
| 4 | 48 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 2303 | |
| 2 | 1457 | |
| 0 | 1327 | |
| 1 | 365 | 6.6% |
| 4 | 48 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 2303 | |
| 2 | 1457 | |
| 0 | 1327 | |
| 1 | 365 | 6.6% |
| 4 | 48 | 0.9% |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2931 | |
| 1 | 2569 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2931 | |
| 1 | 2569 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2931 | |
| 1 | 2569 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2931 | |
| 1 | 2569 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2931 | |
| 1 | 2569 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2931 | |
| 1 | 2569 |
device_distinct_emails_8w
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 1 | |
|---|---|
| 2 | 313 |
| 0 | 52 |
| -1 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0001818 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5501 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5134 | |
| 2 | 313 | 5.7% |
| 0 | 52 | 0.9% |
| -1 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5135 | |
| 2 | 313 | 5.7% |
| 0 | 52 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5135 | |
| 2 | 313 | 5.7% |
| 0 | 52 | 0.9% |
| - | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 | |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5135 | |
| 2 | 313 | 5.7% |
| 0 | 52 | 0.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5501 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 5135 | |
| 2 | 313 | 5.7% |
| 0 | 52 | 0.9% |
| - | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5501 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 5135 | |
| 2 | 313 | 5.7% |
| 0 | 52 | 0.9% |
| - | 1 | < 0.1% |
device_fraud_count
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 85.9 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5500 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5500 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5500 |
month
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4230909 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 734 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 85.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.273309 |
|---|---|
| Coefficient of variation (CV) | 0.66411002 |
| Kurtosis | -1.2050631 |
| Mean | 3.4230909 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.029229699 |
| Sum | 18827 |
| Variance | 5.1679337 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 771 | |
| 0 | 734 | |
| 4 | 701 | |
| 1 | 680 | |
| 6 | 665 | |
| 5 | 664 | |
| 2 | 655 | |
| 7 | 630 |
| Value | Count | Frequency (%) |
| 0 | 734 | |
| 1 | 680 | |
| 2 | 655 | |
| 3 | 771 | |
| 4 | 701 | |
| 5 | 664 | |
| 6 | 665 | |
| 7 | 630 |
| Value | Count | Frequency (%) |
| 7 | 630 | |
| 6 | 665 | |
| 5 | 664 | |
| 4 | 701 | |
| 3 | 771 | |
| 2 | 655 | |
| 1 | 680 | |
| 0 | 734 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2480 | 1 | 0.6 | 0.113599 | -1 | 54 | 30 | 0.015598 | -1.546016 | 3 | 816 | 12185.504781 | 6087.249578 | 5990.732491 | 16 | 5 | 5 | 21 | 0 | 1 | 1 | 1 | 1 | 0 | 200.0 | 1 | 0 | 7.411498 | 0 | 0 | 1 | 0 | 0 |
| 5606 | 1 | 0.8 | 0.479826 | -1 | 198 | 50 | 0.027031 | -0.930262 | 3 | 907 | 7417.879725 | 5875.275308 | 5420.218183 | 6 | 7 | 0 | 196 | 1 | 0 | 0 | 1 | 15 | 0 | 1500.0 | 0 | 0 | 33.178273 | 3 | 0 | 1 | 0 | 1 |
| 2826 | 0 | 0.1 | 0.128738 | -1 | 115 | 50 | 0.031019 | -0.724596 | 1 | 998 | 6907.861104 | 5759.145648 | 4777.074151 | 10 | 3 | 0 | 45 | 1 | 1 | 0 | 1 | 30 | 0 | 200.0 | 0 | 0 | 2.258043 | 3 | 1 | 1 | 0 | 3 |
| 6106 | 0 | 0.7 | 0.367906 | 31 | 18 | 20 | 1.326119 | -1.802038 | 2 | 1590 | 6730.820667 | 4624.681322 | 4194.811029 | 1 | 13 | 1 | 139 | 1 | 2 | 0 | 1 | -1 | 0 | 200.0 | 0 | 0 | 7.227595 | 2 | 0 | 1 | 0 | 5 |
| 5586 | 0 | 0.1 | 0.479825 | 56 | 7 | 20 | 0.015002 | -0.957448 | 2 | 1676 | 1886.345382 | 2324.158405 | 3065.045734 | 1 | 9 | 0 | 223 | 1 | 4 | 0 | 1 | -1 | 0 | 1500.0 | 0 | 0 | 10.947517 | 2 | 0 | 1 | 0 | 7 |
| 9326 | 0 | 0.9 | 0.453888 | -1 | 20 | 40 | 0.018358 | 48.588762 | 0 | 2453 | 839.590889 | 3998.518293 | 4039.276879 | 12 | 7 | 0 | 129 | 1 | 3 | 0 | 1 | 21 | 0 | 500.0 | 0 | 0 | 7.663897 | 3 | 0 | 1 | 0 | 6 |
| 6124 | 1 | 0.9 | 0.603019 | -1 | 99 | 40 | 0.002533 | -1.259496 | 1 | 1459 | 3416.788920 | 5000.644383 | 4240.388517 | 234 | 11 | 1 | 156 | 0 | 0 | 0 | 1 | 28 | 0 | 200.0 | 0 | 0 | 8.977586 | 3 | 0 | 1 | 0 | 5 |
| 2626 | 0 | 0.4 | 0.431526 | 162 | 4 | 30 | 0.008287 | -1.030496 | 2 | 3890 | 6470.549076 | 4844.908563 | 5132.771195 | 0 | 11 | 0 | 103 | 1 | 1 | 0 | 1 | -1 | 0 | 200.0 | 0 | 0 | 34.086245 | 0 | 1 | 1 | 0 | 2 |
| 9566 | 0 | 0.3 | 0.239957 | -1 | 89 | 30 | 0.016323 | -1.374336 | 2 | 2749 | 12927.814584 | 5197.751444 | 5491.967245 | 1 | 8 | 0 | 135 | 0 | 1 | 0 | 1 | -1 | 1 | 500.0 | 0 | 0 | 5.004473 | 2 | 1 | 1 | 0 | 1 |
| 3493 | 0 | 0.7 | 0.821453 | -1 | 84 | 30 | 0.019228 | -0.330507 | 3 | 785 | 9285.322951 | 7158.569849 | 5694.946121 | 9 | 9 | 0 | 240 | 0 | 2 | 0 | 1 | 6 | 0 | 1500.0 | 0 | 0 | 4.238245 | 3 | 1 | 1 | 0 | 1 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1840 | 1 | 0.8 | 0.181918 | -1 | 285 | 40 | 0.007684 | -0.310258 | 0 | 2172 | 7226.129834 | 6203.913290 | 5000.480429 | 1 | 8 | 0 | 133 | 1 | 0 | 0 | 1 | 10 | 0 | 500.0 | 0 | 0 | 9.474141 | 3 | 0 | 1 | 0 | 3 |
| 99 | 0 | 0.1 | 0.922070 | -1 | 250 | 20 | 0.011080 | 49.354944 | 0 | 1670 | 10643.493487 | 4581.640190 | 5637.164902 | 13 | 8 | 0 | 187 | 0 | 4 | 0 | 1 | 20 | 0 | 1500.0 | 0 | 0 | 3.771386 | 3 | 0 | 1 | 0 | 2 |
| 6315 | 1 | 0.7 | 0.214435 | -1 | 46 | 40 | 0.019335 | -0.959823 | 2 | 1392 | 5939.017949 | 3943.929000 | 5031.454307 | 0 | 4 | 1 | 121 | 0 | 2 | 1 | 0 | -1 | 0 | 200.0 | 0 | 0 | 4.125322 | 3 | 1 | 1 | 0 | 4 |
| 6674 | 1 | 0.4 | 0.120331 | -1 | 100 | 40 | 3.354596 | -1.006149 | 2 | 761 | 5170.168915 | 5586.476259 | 4257.573145 | 1 | 9 | 0 | 249 | 1 | 0 | 1 | 1 | -1 | 0 | 1500.0 | 0 | 1 | -1.000000 | 2 | 0 | 1 | 0 | 5 |
| 803 | 1 | 0.8 | 0.551622 | -1 | 167 | 50 | 0.000003 | -1.012498 | 2 | 3144 | 7677.641242 | 5167.639107 | 5429.072190 | 1 | 6 | 0 | 163 | 0 | 1 | 0 | 1 | -1 | 0 | 1500.0 | 0 | 0 | 7.856988 | 3 | 0 | 2 | 0 | 1 |
| 3205 | 0 | 0.9 | 0.617591 | -1 | 376 | 50 | 0.016545 | -0.775423 | 2 | 2642 | 6695.166522 | 5363.758907 | 5037.808791 | 1 | 6 | 1 | 234 | 0 | 0 | 0 | 1 | -1 | 1 | 1500.0 | 0 | 0 | 2.859193 | 1 | 0 | 1 | 0 | 3 |
| 4164 | 0 | 0.5 | 0.443441 | -1 | 189 | 50 | 0.001693 | 49.882065 | 0 | 2029 | 7776.607688 | 6518.669535 | 5212.095567 | 26 | 8 | 1 | 148 | 0 | 1 | 1 | 1 | 26 | 1 | 500.0 | 0 | 0 | 1.919193 | 0 | 0 | 1 | 0 | 2 |
| 4567 | 1 | 0.4 | 0.214503 | -1 | 53 | 50 | 0.026847 | -1.705240 | 1 | 1392 | 6566.232170 | 5653.902372 | 4467.886122 | 19 | 7 | 0 | 117 | 0 | 1 | 0 | 1 | 19 | 0 | 200.0 | 0 | 0 | 29.320643 | 3 | 0 | 1 | 0 | 4 |
| 8259 | 1 | 0.6 | 0.372818 | -1 | 182 | 40 | 0.008574 | 49.574227 | 0 | 1258 | 6578.255860 | 5456.108904 | 4811.608833 | 695 | 7 | 0 | 316 | 1 | 2 | 0 | 1 | 11 | 0 | 1500.0 | 0 | 0 | 21.999550 | 3 | 0 | 1 | 0 | 3 |
| 9923 | 1 | 0.9 | 0.137046 | -1 | 10 | 20 | 0.019860 | -0.852978 | 1 | 777 | 1023.360406 | 2638.285765 | 4262.388952 | 15 | 5 | 0 | 145 | 1 | 0 | 0 | 1 | 26 | 0 | 1500.0 | 0 | 0 | 1.266111 | 3 | 0 | 1 | 0 | 4 |